| --- |
| license: mit |
| pretty_name: OpenRCA-2.0-Lite v2 (500 cases, fault-kind rebalanced) |
| tags: |
| - root-cause-analysis |
| - rca |
| - microservices |
| - observability |
| - traces |
| - metrics |
| - logs |
| - openrca2-lite |
| - openrca2-lite-v2 |
| size_categories: |
| - n<1K |
| --- |
| |
| # OpenRCA-2.0-Lite v2 — fault-kind rebalanced |
|
|
| 500-case curated RCA evaluation set, **rebalanced 2026-05-03** from the same |
| 1 464-case pool as [openrca2-lite-v1](https://huggingface.co/datasets/lincyaw/openrca2-lite-v1) |
| but with diversity caps tuned for **fault-kind richness** rather than raw graph size. |
|
|
| ## What changed vs v1 |
|
|
| v1 had ~34 % pod-killer cases (PodFailure / PodKill / ContainerKill, single-leg or as |
| a leg of a hybrid). Under the v2 evaluation contract — which scores `network_*` faults |
| on `direction.src/dst` and `jvm_*`/`http_*` on optional `method` — pod-killer cases are |
| essentially trivial: the killed service goes silent, all calls to it 5xx, no |
| `direction` / `method` is required for full credit. v2 caps that family aggressively |
| and reallocates the budget to subtype-rich families. |
|
|
| | | v1 | v2 | Δ | |
| |---|---:|---:|---:| |
| | pod-killer total share | 34.4 % | **22.0 %** | −12.4 pp | |
| | single-leg `Pod*` | 92 | 50 | −42 | |
| | `hybrid_kill` | 80 | 60 | −20 | |
| | `HTTP*` (8 subtypes) | 54 | 77 | +23 | |
| | `Network*` (6 subtypes) | 66 | 72 | +6 | |
| | `JVM*` | 26 | 35 | +9 | |
| | `hybrid_clean` (real multi-root difficulty) | 140 | 163 | +23 | |
| | trivial cases (`longest_path == 2`) | 141 (28 %) | 116 (23 %) | −25 | |
| | mean `longest_path` | 3.46 | 3.64 | +0.18 | |
|
|
| ## Composition |
|
|
| 500 cases · hybrid : leaf = 223 : 277 (44.6% : 55.4%) · pod-killer share = 110/500 = 22.0% |
|
|
| ### Chaos family |
|
|
| | family | count | % | |
| |---|---:|---:| |
| | `hybrid_clean` | 163 | 32.6 % | |
| | `HTTP*` | 77 | 15.4 % | |
| | `Network*` | 72 | 14.4 % | |
| | `hybrid_kill` | 60 | 12.0 % | |
| | `Pod*` | 50 | 10.0 % | |
| | `*Stress` | 43 | 8.6 % | |
| | `JVM*` | 35 | 7.0 % | |
|
|
| ### Single-leg subtype distribution (excluding hybrid) |
|
|
| | subtype | count | |
| |---|---:| |
| | `JVMMemoryStress` | 41 | |
| | `NetworkDelay` | 33 | |
| | `JVMException` | 25 | |
| | `PodFailure` | 25 | |
| | `ContainerKill` | 20 | |
| | `NetworkPartition` | 18 | |
| | `HTTPResponseReplaceCode` | 16 | |
| | `HTTPRequestAbort` | 13 | |
| | `HTTPResponseReplaceBody` | 10 | |
| | `HTTPRequestReplaceMethod` | 9 | |
| | `NetworkCorrupt` | 9 | |
| | `NetworkLoss` | 9 | |
| | `HTTPResponseAbort` | 8 | |
| | `HTTPResponseDelay` | 7 | |
| | `HTTPRequestReplacePath` | 7 | |
| | `JVMReturn` | 7 | |
| | `PodKill` | 5 | |
| | `HTTPRequestDelay` | 5 | |
| | `NetworkBandwidth` | 3 | |
| | `JVMLatency` | 2 | |
| | `JVMCPUStress` | 2 | |
| | `HTTPResponsePatchBody` | 2 | |
| | `JVMMySQLLatency` | 1 | |
|
|
| ### System × source pool |
|
|
| | system | count | source pool | |
| |---|---:|---| |
| | `ts` | 340 | mixed | |
| | `hs` | 96 | mixed | |
| | `otel-demo` | 64 | mixed | |
|
|
| `source: old` = 0 (FSE/openrca2 set) · `source: new` = 500 (aegisctl detector_success last 48 h) |
| |
| ### `longest_path` distribution (service-level DAG) |
|
|
| | `longest_path` | count | |
| |---:|---:| |
| | 2 | 116 | |
| | 3 | 176 | |
| | 4 | 95 | |
| | 5 | 52 | |
| | 6 | 32 | |
| | 7 | 6 | |
| | 8 | 22 | |
| | 9 | 1 | |
|
|
| min=2 · p25=3 · p50=3 · p75=4 · max=9 · mean=3.64 |
|
|
| ## Files |
|
|
| ``` |
| dataset/ |
| ├── README.md (this file) |
| ├── MANIFEST.json (HF-format curation summary + 500 case entries) |
| ├── manifest.jsonl (500 lines, one JSON object per case) |
| └── cases/ |
| └── <case_name>/ (telemetry parquets + injection.json + causal_graph.json) |
| ``` |
|
|
| Each case dir contains: |
| - `abnormal_metrics.parquet` / `normal_metrics.parquet` |
| - `abnormal_traces.parquet` / `normal_traces.parquet` |
| - `abnormal_logs.parquet` / `normal_logs.parquet` |
| - `abnormal_metrics_histogram.parquet` · `abnormal_metrics_sum.parquet` |
| - `injection.json` (chaos-mesh ground truth) |
| - `causal_graph.json` (regenerated 2026-05-02 with rcabench-platform `reason batch`) |
| - `conclusion.parquet` · `env.json` |
|
|
| ## `manifest.jsonl` schema |
|
|
| | field | example | notes | |
| |---|---|---| |
| | `name` | `ts5-ts-route-plan-service-loss-wkm5kz` | matches `cases/<name>/` | |
| | `source` | `old` / `new` | which pool the case came from | |
| | `system` | `ts` / `hs` / `otel-demo` | benchmark name | |
| | `longest_path` | `5` | service-level DAG longest directed path (node count) | |
| | `n_svc` | `7` | distinct services in graph | |
| | `n_edge` | `9` | unique service-level edges | |
| | `n_alarm_svc` | `4` | services that appear in `alarm_nodes` | |
| | `root_services` | `["mysql"]` | injection target(s) | |
| | `chaos_family` | `Network*` / `hybrid_clean` / … | aggregated bucket | |
| | `primary_kind` | `NetworkDelay` / `hybrid` | raw chaos_type or `hybrid` for multi-leg | |
| | `subtypes` | `["NetworkDelay", "CPUStress"]` | every chaos_type in `engine_config` (NEW in v2) | |
| | `hybrid` | bool | multi-leg injection? | |
| | `has_kill_leg` | bool | NEW — at least one PodFailure/PodKill/ContainerKill leg? | |
| | `src_path` | `/home/ddq/.../<case>` | absolute path of underlying datapack on the curator's machine | |
|
|
| ## Intended use |
|
|
| Built to evaluate LLM/agent RCA pipelines under a **type-aware** scoring contract |
| ([rcabench-platform `evaluation/v2`](https://github.com/OperationsPAI/aegis/tree/main/rcabench-platform/src/rcabench_platform/v3/sdk/evaluation/v2)): |
|
|
| - `network_*` → must produce `direction.src` + `direction.dst` |
| - `jvm_*` / `http_*` → optional `class.method` for bonus |
| - hybrid → score per ground-truth fault, not as a set intersection |
| - every claim must carry a re-runnable DuckDB SQL on the case parquets |
|
|
| ## Citation |
|
|
| Curated by `lincyaw` from the OpenRCA-2.0 / RCABench corpus. If you use this dataset in |
| research, please cite the originating RCABench / OpenRCA-2 papers and reference this |
| specific dataset version (`openrca2-lite-v2`). |
|
|